# 益学堂 (@益学堂) on wechat

- id: koinon:creator:wechat_益学堂
- url: https://koinonlink.com/kol/wechat/%E7%9B%8A%E5%AD%A6%E5%A0%82
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 益学堂
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E7%9B%8A%E5%AD%A6%E5%A0%82
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 24
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- status_note: This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: finance
- subcategory: investing
- category_confidence: 0.96
- category_source: derived_from_recent_content
- topics: 股票软件评测, 通达信功能技巧, 选股与板块分析, 主力龙虎榜查看, 指标与画线方法

## Audience (inferred)
- status: present
- description: Retail investors using A-share trading platforms like Tongdaxin and East Money
- roles: consumer
- seniority: consumer
- pain_points: Unclear stock selection methods, Difficulty quickly identifying hot sectors, Inability to view institutional activity and top-gainer lists, Unfamiliarity with drawing tools and indicator usage
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: platform_default
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [wechat_益学堂#3d9be31d] 软件评测 | 不知如何选好股?这招帮你搞定 (https://weixin.sogou.com/weixin?type=1&query=%E7%9B%8A%E5%AD%A6%E5%A0%82)
- [wechat_益学堂#6d397e68] 软件测评:强弱结构对比,一招轻松搞定!
- [wechat_益学堂#1cd8d9cd] 软件评测 | 好玩的智能化选股平台 你值得拥有!
- [wechat_益学堂#a058fbd1] 软件测评:通达信如何快速查看热点板块功能
- [wechat_益学堂#5cbba033] 软件评测 | 史上最全的同X顺画线技巧大全
- [wechat_益学堂#78d1311a] 软件测评:个股主力在哪里? 同X顺、东x财、通x信如何查看龙虎榜?
- [wechat_益学堂#6fffd60e] 软件测评 | 体验东x财与趋势密码控盘生命线指标
- [wechat_益学堂#1f424efe] 软件评测 | 投资有备无患 通x信、趋势密码同步自选股

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=73, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=73, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=39, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=73, method=Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=39, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=39, method=platform_profile

## Freshness
- profile_checked_days_ago: 39
- content_analysed_days_ago: 73
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=wechat_%E7%9B%8A%E5%AD%A6%E5%A0%82
- Request removal: https://koinonlink.com/claim?k=wechat_%E7%9B%8A%E5%AD%A6%E5%A0%82
- Terms: https://koinonlink.com/for-ai